Toward Structural Multimodal Representations: Specialization, Selection, and Sparsification via Mixture-of-Experts
Hahyeon Choi · NOJUN KWAK
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Hahyeon Choi · NOJUN KWAK
Suyoung Kim · Sunghyun Wee · Hyeonjin Kim · Kyomin Hwang · Hyunho Lee · NOJUN KWAK
Junhoo Lee · Mijin Koo · NOJUN KWAK
Junhoo Lee · Seungyeon Kim · NOJUN KWAK
Diffusion Language Models (DLMs) have emerged as a promising alternative to Autoregressive Language Models, yet their inference strategies largely rely on prefix-based prompting inherited from the autoregressive paradigm. In this paper, we propose Template Infilling (TI), a conditioning methodolo...
Kyomin Hwang · Hyeonjin Kim · Sangyeon Cho · NOJUN KWAK
While LLMs are increasingly used in commercial services, they pose privacy risks such as leakage of sensitive personally identifiable information (PII). For LLMs trained on multilingual corpora, Multilingual Machine Unlearning (MMU) aims to remove information across multiple languages. However, p...